datajournalism, Twitter, 5/26/2020 5:56:15 PM, 228317


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datajournalism_2020-05-25_05-28-50.xlsx
datajournalism_2020-05-25_05-28-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2020
Short Description:
datajournalism via NodeXL https://bit.ly/2ZFuWfA
@datajournalism
@rasmus_kleis
@risj_oxford
@mariaressa
@twitter
@craigsilverman
@herdingbehavior
@srfdata
@ejcnet
@eduscol_emi

Top hashtags:
#datajournalism
#covid19
#data
#dataviz
#ddj
#excel
#e2d3
#d3js
#github

Description:
Description
The graph represents a network of 1,000 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 25 May 2020 at 12:29 UTC.

The requested start date was Monday, 25 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 13-hour, 45-minute period from Monday, 11 May 2020 at 00:22 UTC to Sunday, 24 May 2020 at 14:08 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1000
Unique Edges : 702
Edges With Duplicates : 1728
Total Edges : 2430
Number of Edge Types : 5
Tweet : 139
Retweet : 751
MentionsInRetweet : 1093
Mentions : 414
Replies to : 33
Self-Loops : 146
Reciprocated Vertex Pair Ratio : 0.0297256097560976
Reciprocated Edge Ratio : 0.0577350111028868
Connected Components : 123
Single-Vertex Connected Components : 41
Maximum Vertices in a Connected Component : 545
Maximum Edges in a Connected Component : 1576
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.99822
Graph Density : 0.00135235235235235
Modularity : 0.510471
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 1,000 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 25 May 2020 at 12:29 UTC.

The requested start date was Monday, 25 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 13-hour, 45-minute period from Monday, 11 May 2020 at 00:22 UTC to Sunday, 24 May 2020 at 14:08 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : datajournalism
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[41] https://datajournalism.com/read/handbook/verification-3
[33] https://ohws.prospective.ch/public/v1/jobads/a8198da4-0e6f-4dd6-ae44-1f8a198c86dc
[20] https://datajournalism.com/
[18] https://datajournalism.com/read/longreads/reporting-beyond-the-case-numbers-how-to-brainstorm-covid-19-data-story-ideas
[10] https://datajournalism.com/read/handbook/verification-3/
[7] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[5] https://magazine.dataninja.it/2020/05/14/il-data-journalism-puo-essere-insegnato-online/
[4] http://verificationhandbook.com/
[4] https://www.bbc.co.uk/sounds/play/m000j2s6
[3] https://www.nytimes.com/2020/05/20/us/coronavirus-distancing-deaths.html?utm_source=Dataninja+Newsletter&utm_campaign=ae27a28d1d-nl22maggio&utm_medium=email&utm_term=0_42679e7128-ae27a28d1d-359995749&ct=t(nl22maggio)&mc_cid=ae27a28d1d&mc_eid=e4d8f36edb

Top URLs in Tweet in G1:
[14] https://datajournalism.com/
[4] https://datajournalism.com/read/handbook/verification-3
[3] https://datajournalism.com/read/longreads/mastering-data-for-better-business-journalism
[3] https://datajournalism.com/read/longreads/reporting-beyond-the-case-numbers-how-to-brainstorm-covid-19-data-story-ideas
[1] https://twitter.com/i/web/status/1262638719225470976
[1] https://www.investigativejournalismforeu.net/grants/investigation-support-scheme/
[1] https://twitter.com/i/web/status/1263031286664441856
[1] https://twitter.com/i/web/status/1259727229392691200
[1] https://datajournalism.com/read/handbook/verification-3/investigating-platforms/11a-case-study-attributing-endless-mayfly
[1] https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441

Top URLs in Tweet in G2:
[1] https://datajournalism.com/read/handbook/verification-3/investigating-actors-content/1a-case-study-how-investigating-a-set-of-facebook-accounts-revealed-a-coordinated-effort-to-spread-propaganda-in-the-philippines
[1] https://twitter.com/mariaressa/status/1259011141436493824

Top URLs in Tweet in G3:
[6] https://datajournalism.com/read/handbook/verification-3/
[4] https://datajournalism.com/read/handbook/verification-3
[3] http://verificationhandbook.com/
[2] https://gijn.org/2020/05/21/top-10-zhurnalistiki-dannykh-kollektivnyy-immunitet/
[1] https://datajournalism.com/read/handbook/verification-3/investigating-actors-content/5-verifying-and-questioning-images
[1] https://firstdraftnews.org/latest/how-to-analyze-facebook-data-for-misinformation-trends-and-narratives/
[1] https://datajournalism.com/read/longreads/data-diets-and-disease
[1] https://gijn.org/2020/05/01/what-were-reading-european-medias-covid-19-trust-test-new-verification-handbook-documentaries-to-stream/
[1] https://twitter.com/PickardJE/status/1258743797292425218
[1] https://gijn.org/2020/05/14/data-journalism-top-10-coronavirus-super-spreaders-massive-unemployment-covid-19-life-expectancy-violent-cops/

Top URLs in Tweet in G4:
[1] https://datos.civio.es/dataset/pcr-coronavirus-covid19-espana-comunidades-autonomas/
[1] https://www.facebook.com/pierre.sonveaux/posts/2514479718791041
[1] https://www.biorxiv.org/content/10.1101/2020.04.23.057042v1
[1] https://datajournalism.com/
[1] https://www.infodata.ilsole24ore.com/topic/coronavirus/

Top URLs in Tweet in G5:
[5] https://datajournalism.com/read/handbook/verification-3
[2] https://datajournalism.com/read/handbook/verification-3/investigating-actors-content/1a-case-study-how-investigating-a-set-of-facebook-accounts-revealed-a-coordinated-effort-to-spread-propaganda-in-the-philippines
[2] http://www.datajournalism.it/cyberbullismo-e-violenze-online-numeri-e-fatti-di-un-fenomeno-preoccupante/
[1] https://datajournalism.com/read/handbook/verification-3/investigating-actors-content/how-to-analyze-social-media-accounts
[1] https://twitter.com/i/web/status/1259887733486620672
[1] https://infogram.com/sourcing-to-other-publications-1hnq41zw1m9x63z?live
[1] https://datajournalism.com/watch/python-for-journalists
[1] https://www.theguardian.com/news/datablog/2010/aug/13/florence-nightingale-graphics
[1] https://datajournalism.com/
[1] https://www.youtube.com/watch?v=NzevuMid6-M&feature=youtu.be


Top URLs in Tweet in G6:
[7] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[5] https://magazine.dataninja.it/2020/05/14/il-data-journalism-puo-essere-insegnato-online/
[3] https://www.nytimes.com/2020/05/20/us/coronavirus-distancing-deaths.html?utm_source=Dataninja+Newsletter&utm_campaign=ae27a28d1d-nl22maggio&utm_medium=email&utm_term=0_42679e7128-ae27a28d1d-359995749&ct=t(nl22maggio)&mc_cid=ae27a28d1d&mc_eid=e4d8f36edb
[1] https://twitter.com/i/web/status/1264052302622519298
[1] https://twitter.com/i/web/status/1264439080571592706
[1] https://twitter.com/i/web/status/1263039449975455744
[1] https://twitter.com/i/web/status/1264015549048262665
[1] https://twitter.com/nelsonmau/status/1261553744757624832/photo/1
[1] https://twitter.com/i/web/status/1261951673439830016
[1] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html?action=click&module=Spotlight&pgtype=Homepage

Top URLs in Tweet in G7:
[32] https://ohws.prospective.ch/public/v1/jobads/a8198da4-0e6f-4dd6-ae44-1f8a198c86dc
[1] https://ohws.prospective.ch/public/v1/jobads/245f1dba-c53f-4f7d-aeec-0410fe0463fa

Top URLs in Tweet in G8:
[1] https://engage.bah.com/Article/Redirect/f5b5a45d-4410-41b9-8925-29f8fa822690?uc=30185&g=6ba3f347-3871-42ba-b278-b427417e6192&f=146177
[1] https://www.youtube.com/playlist?list=PLOHIJAFwtkEfEsafMd9BY3KWsRrz7FV5e

[1] https://youtu.be/b6ZiSpi3Hrs

Top URLs in Tweet in G9:
[1] https://datajournalism.com/uploads/verification_3/Verifying%20and%20Question%20images_Chapter%205_20Questions%20graphic.pdf

Top URLs in Tweet in G10:
[1] https://datajournalism.com/read/handbook/verification-3

Top Domains
Top Domains in Tweet in Entire Graph:
[121] datajournalism.com
[66] twitter.com
[34] prospective.ch
[11] medium.com
[10] youtube.com
[6] datajournalism.it
[5] nytimes.com
[5] dataninja.it
[5] gijn.org
[4] verificationhandbook.com

Top Domains in Tweet in G1:
[33] datajournalism.com
[8] twitter.com
[1] investigativejournalismforeu.net
[1] ft.com
[1] mailbrew.com
[1] fondationeuractiv.eu
[1] youtube.com
[1] alleyesontheamazon.org
[1] theguardian.com
[1] revealnews.org

Top Domains in Tweet in G2:
[1] datajournalism.com
[1] twitter.com

Top Domains in Tweet in G3:
[14] datajournalism.com
[4] gijn.org
[3] verificationhandbook.com
[2] twitter.com
[1] firstdraftnews.org
[1] infodemic.blog

Top Domains in Tweet in G4:
[1] civio.es
[1] facebook.com
[1] biorxiv.org
[1] datajournalism.com
[1] ilsole24ore.com

Top Domains in Tweet in G5:
[16] datajournalism.com
[9] twitter.com
[3] datajournalism.it
[1] infogram.com
[1] theguardian.com
[1] youtube.com
[1] radio-canada.ca
[1] github.io
[1] ac.uk
[1] washingtonpost.com

Top Domains in Tweet in G6:
[7] medium.com
[6] twitter.com
[5] dataninja.it
[4] nytimes.com

Top Domains in Tweet in G7:
[33] prospective.ch

Top Domains in Tweet in G8:
[1] bah.com
[1] youtube.com
[1] youtu.be

Top Domains in Tweet in G9:
[1] datajournalism.com

Top Domains in Tweet in G10:
[1] datajournalism.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[279] datajournalism
[136] covid19
[122] data
[100] dataviz
[50] ddj
[47] excel
[45] e2d3
[45] d3js
[45] github
[45] datavizualization



Top Hashtags in Tweet in G1:
[35] datajournalism
[35] data
[34] covid19
[30] datajournalists
[18] verification
[13] deepfakes
[12] journalism
[9] dataviz
[9] machine
[7] ddj

Top Hashtags in Tweet in G2:
[1] courageon

Top Hashtags in Tweet in G3:
[13] verification
[10] ddj
[8] datajournalism
[5] disinformation
[3] journalism
[2] gijn5
[2] paraleer
[2] fakenews
[1] journalists
[1] osint

Top Hashtags in Tweet in G4:
[75] covid19
[72] datajournalism
[2] ace2
[1] shape
[1] ace
[1] polymorphisms
[1] innovation
[1] machine
[1] journalism
[1] journalists

Top Hashtags in Tweet in G5:
[25] datajournalism
[5] covid19
[4] datavisualization
[4] data
[2] datavisualisation
[2] media
[2] lockdown
[2] coronavirus
[2] sketchnotes
[2] fakenews

Top Hashtags in Tweet in G6:
[49] data
[42] e2d3
[42] excel
[42] dataviz
[42] d3js
[42] github
[42] datavizualization
[42] javascript
[42] json
[41] infographics

Top Hashtags in Tweet in G7:
[1] ddj
[1] datajournalism

Top Hashtags in Tweet in G8:
[15] datascience
[14] bigdata
[14] marketing
[14] bi
[10] data
[4] dataviz
[3] e2d3
[3] excel
[3] d3js
[3] github

Top Hashtags in Tweet in G9:
[21] creativecommons
[21] réseauxsociaux

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[141] datajournalism
[42] handbook
[40] verification
[37] data
[36] free
[35] #datajournalism
[35] #data
[35] media
[34] #covid19
[30] #datajournalists

Top Words in Tweet in G2:
[172] operations
[86] good
[86] see
[86] twitter
[86] quickly
[86] takes
[86] down
[86] accounts
[86] used
[86] influence

Top Words in Tweet in G3:
[57] handbook
[53] media
[43] verification
[41] manipulation
[39] craigsilverman
[39] disinformation
[36] online
[36] free
[31] avialable
[20] ন

Top Words in Tweet in G4:
[83] risj_oxford
[75] #covid19
[73] great
[72] #datajournalism
[72] share
[72] feel
[72] suggestions
[71] here's
[71] thread
[71] please

Top Words in Tweet in G5:
[25] #datajournalism
[5] #covid19
[5] covid
[4] verification
[4] handbook
[4] 19
[4] #datavisualization
[4] news
[4] #data
[4] data

Top Words in Tweet in G6:
[50] #data
[42] #e2d3
[42] #excel
[42] add
[42] #dataviz
[42] excel
[42] #d3js
[42] #github
[42] #datavizualization
[42] #javascript

Top Words in Tweet in G7:
[33] 70
[33] 100
[32] jobs
[32] suchen
[32] data
[32] reporter
[32] technischen
[32] skills
[32] front
[32] end

Top Words in Tweet in G8:
[21] observablehq
[15] #datascience
[15] learning
[15] observable
[14] big
[14] list
[14] definitive
[14] guides
[14] types
[14] analytics

Top Words in Tweet in G9:
[21] infographie
[21] décrypter
[21] l'image
[21] cadre
[21] méthodologique
[21] anglais
[21] licence
[21] #creativecommons
[21] #réseauxsociaux
[20] eduscol_emi

Top Words in Tweet in G10:
[44] ہیں
[24] کہ
[23] میں
[22] سوشل
[22] میڈیا
[22] کے
[22] اس
[22] دور
[22] ہم
[22] جتنا

Top Word Pairs
Top Word Pairs in Tweet in G2:
[37] good,see
[24] see,twitter
[23] twitter,quickly
[23] quickly,takes
[23] takes,down
[23] down,accounts
[23] accounts,used
[22] used,influence
[22] influence,operations
[19] operations,known

Top Word Pairs in Tweet in G3:
[86] verification,handbook
[86] media,manipulation
[86] disinformation,media
[86] handbook,disinformation
[86] manipulation,online
[86] online,avialable
[86] avialable,free
[86] craigsilverman,verification
[86] #verification,handbook
[86] published,ejcnet

Top Word Pairs in Tweet in G4:
[42] #datajournalism,#covid19
[41] here's,thread
[39] thread,great
[37] great,#datajournalism
[34] #covid19,please
[31] please,share
[31] share,feel
[30] feel,free
[11] free,add
[10] add,suggestions

Top Word Pairs in Tweet in G5:
[72] covid,19
[71] verification,handbook
[71] media,manipulation
[71] #datajournalism,#covid19
[71] #datavisualization,#datajournalism
[71] cyberbullismo,violenze
[71] violenze,online
[71] online,numeri
[71] numeri,fatti
[71] fatti,fenomeno

Top Word Pairs in Tweet in G6:
[4] #e2d3,#excel
[3] #excel,add
[2] add,#dataviz
[2] #dataviz,excel
[2] excel,#d3js
[2] #d3js,#github
[2] #github,#data
[2] #data,#datavizualization
[2] #datavizualization,#javascript
[2] #javascript,#json

Top Word Pairs in Tweet in G7:
[42] 70,100
[42] jobs,suchen
[42] suchen,data
[42] data,reporter
[42] reporter,technischen
[42] technischen,skills
[42] skills,70
[42] 100,front
[42] front,end
[42] srfdata,jobs

Top Word Pairs in Tweet in G8:
[33] learning,observable
[32] big,list
[32] list,definitive
[32] definitive,guides
[32] guides,types
[32] types,#datascience
[32] #datascience,analytics
[32] analytics,things
[32] things,#bigdata
[31] #bigdata,#marketing

Top Word Pairs in Tweet in G9:
[15] infographie,décrypter
[14] décrypter,l'image
[14] l'image,cadre
[14] cadre,méthodologique
[14] méthodologique,anglais
[14] anglais,licence
[14] licence,#creativecommons
[14] #creativecommons,#réseauxsociaux
[14] eduscol_emi,infographie
[14] #réseauxsociaux,firstd

Top Word Pairs in Tweet in G10:
[21] سوشل,میڈیا
[21] میڈیا,کے
[21] کے,اس
[21] اس,دور
[21] دور,میں
[21] میں,ہم
[21] ہم,جتنا
[21] جتنا,زیادہ
[20] زیادہ,اپنے
[20] اپنے,آپکو

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@twitter
@mariaressa
@risj_oxford
@craigsilverman
@e2d3org
@ejcnet
@srfdata
@n0thing2hide
@gijnurdu

Top Mentioned in G1:
@datajournalism
@ejcnet
@n0thing2hide
@da
@data4change
@bb_liliana
@craigsilverman
@mailbrew
@jw
@eriksherman

Top Mentioned in G2:
@twitter
@mariaressa

Top Mentioned in G3:
@craigsilverman
@gijn
@ejcnet
@datajournalism
@gijnafrica
@firstdraftnews
@istories_media
@shmagun
@mediazzzona
@eskovoroda

Top Mentioned in G4:
@risj_oxford
@datajournalism
@civio
@rasmus_kleis
@dragz
@meeraselva1
@miamalan
@evabelmonte
@maberalv
@dcabo

Top Mentioned in G5:
@datasafrica

Top Mentioned in G6:
@e2d3org
@pensignal
@dataninjait
@nelsonmau
@chrisoldcorn
@nytimes
@claraattene
@silvestroram
@mikesommersby

Top Mentioned in G7:
@srfdata

Top Mentioned in G8:
@observablehq
@kirkdborne
@anjanavakil
@e2d3org

Top Mentioned in G9:
@eduscol_emi
@firstd
@firstdraftnews
@ejcnet

Top Mentioned in G10:
@gijnurdu

Top Tweeters
Top Tweeters in Entire Graph:
@aaroncuddeback
@akuma_river
@guardian
@blogdiva
@dailynation
@reuters
@jjj5819
@amuraovonn
@njdoc
@cunningham_cch

Top Tweeters in G1:
@guardian
@professordart
@dwatchnews
@websecurityit
@robertcaruso
@mylesie
@info_aus
@orsonjtrump
@margymaclibrary
@pmore_72

Top Tweeters in G2:
@amuraovonn
@lenespina
@hampoyjampoy
@georgefranches
@picochu89
@flipcritic
@amyslayer
@serrano_rene
@behopeda1
@makilingmiracle

Top Tweeters in G3:
@blogdiva
@cunningham_cch
@nomoreslaves
@rushetteny
@buzzfeed
@riotta
@jayeshmthakur
@craignewmark
@ringer
@fivethirtyeight

Top Tweeters in G4:
@njdoc
@ks_1968
@gombang
@takterqyira
@indeadline
@mgmglobal
@monrodriguez
@biche1780
@maberalv
@evabelmonte

Top Tweeters in G5:
@dazmsmith
@mdial
@buwayahman
@joseper02102059
@tammyandfriends
@musmanpakistan
@odileeds
@carlosenrique
@medianut
@christophehit

Top Tweeters in G6:
@aaroncuddeback
@taieb_bot
@nytimes
@donaldndoro
@justbementalist
@yvesmulkers
@akdm_bot
@scalarhumanity
@chrisoldcorn
@nvsdata

Top Tweeters in G7:
@nggalai
@map_maker
@chabis_ch
@literallysimon
@konradweber
@albuvee
@fgilardi
@patrickbeuth
@siegfr_
@martinkathriner

Top Tweeters in G8:
@thecuriousluke
@kirkdborne
@waynesutton
@bondparkerbond
@kozo2
@mustafaelec
@vishalpanchal85
@dufreneisabelle
@patri_vaquero_
@learnwithharry

Top Tweeters in G9:
@emmanuelbethoux
@karen_prevost
@cduret
@danemartinique
@laprofdoc_rock
@docsparis
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